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Su R, Du Y, Tian P, Ma W, Hui Y, Yang S. Single-cell and spatial transcriptomics reveal correlation between RNA methylation-related miRNA risk model and immune infiltration in hepatocellular carcinoma. Front Oncol 2025; 15:1553239. [PMID: 40416872 PMCID: PMC12098086 DOI: 10.3389/fonc.2025.1553239] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2024] [Accepted: 04/09/2025] [Indexed: 05/27/2025] Open
Abstract
Introduction Increasing evidence highlights the pivotal role of RNA methylation and miRNAs in hepatocellular carcinoma (HCC). However, the risk associated with RNA methylation-related miRNAs (RMRMs) in the HCC immune microenvironment remains largely unknown. Here, we predicted the correlation between RMRM risk and immune cell infiltration in HCC using machine learning. Methods MiRNA sequencing data was used to identify RMRMs. A risk score model of HCC was developed utilizing four RMRMs, including miR-551a, miR-4739, miR-326, and miR-210-3p. Results Patients with high-risk scores exhibited poorer prognoses. Single-cell RNA sequencing (scRNA-seq) analysis revealed the high-risk group exhibited increased infiltration levels of several immune cell subtypes, including myeloid-derived suppressor cell (MDSC), macrophage, and T cells. The data integration of scRNA-seq and bulk RNA-seq showed the decreased TIDE score in the high-risk patients and the elevated levels of Macro-secreted phosphoprotein 1 (SPP1), MDSC-meiotic nuclear divisions 1 (MND1), γδ T cells, and Macro-complement C1q C chain (C1QC) predicted adverse prognosis. ScRNA-seq and spatial transcriptomics data integration unveiled the spatial distribution of RMRMs risk scores and their correlation with immune cell subtype localization. Risk model-based clustering of HCC samples revealed that cluster 2, characterized by a higher risk score, correlated with a poorer prognosis and reduced immune and stromal scores. In vitro, the overexpression of miR-4739 in Huh-7 cells significantly induced SPP1+ macrophages, and the culture medium derived from SPP1+ macrophages further promoted the proliferation and migration of Huh-7 cells. Furthermore, miR-4739 reduced m1A methylation by inhibiting tRNA methyltransferase 61A (TRMT61A) expression. Discussion Our study reveals that the RMRM risk model could effectively predict the prognosis of HCC, and SPP1+ macrophages regulated by miR-4739-RNA methylation promote the proliferation and migration of HCC cells. These results highlight the potential of RMRMs in predicting the prognosis of HCC.
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Affiliation(s)
- Rong Su
- Department of Gastroenterology, General Hospital of Ningxia Medical University, Yinchuan, Ningxia, China
| | - Yong Du
- Department of Anesthesiology, People’s Hospital of Ningxia Hui Autonomous Region, Yinchuan, Ningxia, China
| | - Pan Tian
- Department of Neurology, General Hospital of Ningxia Medical University, Yinchuan, Ningxia, China
| | - Weifang Ma
- Department of Gastroenterology, General Hospital of Ningxia Medical University, Yinchuan, Ningxia, China
| | - Yongfeng Hui
- Department of Hepatobiliary Surgery, General Hospital of Ningxia Medical University, Yinchuan, Ningxia, China
| | - Shaoqi Yang
- Department of Gastroenterology, General Hospital of Ningxia Medical University, Yinchuan, Ningxia, China
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Yin L, Mao L, Yin R, Lv C, Shi X, Yue C, Chen Y, Lu C, Wu Z, Xu K, Cao W. ACE Loss Drives Renal Cell Carcinoma Growth and Invasion by Modulating AKT-FOXO1. Biologics 2024; 18:397-412. [PMID: 39717370 PMCID: PMC11665188 DOI: 10.2147/btt.s485178] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2024] [Accepted: 12/12/2024] [Indexed: 12/25/2024]
Abstract
Purpose Emerging literature links the role of the renin-angiotensin-aldosterone system (RAAS) to the progression of cancers. However, the function of RAAS has not been verified in Clear-cell renal cell carcinoma (ccRCC). Methods ACE expression in ccRCC tissues was determined using RT-PCR, Western blot, and immunohistochemistry staining. The clinical significance of ACE was evaluated through Cox regression analysis. To assess the impact of ACE expression on ccRCC cell growth, metastasis, and glucose activity, CCK-8 assays, transwell assays, Seahorse detection, and xenograft models were utilized. The mechanisms of ACE and its upstream and downstream regulatory factors were investigated using RNA-seq, chromatin immunoprecipitation (ChIP), and luciferase reporter assays. Results RAAS-related gene Angiotensin-Converting Enzyme (ACE) was significantly under expressed in ccRCC cells and tissues. High ACE expression was positively associated with a favorable prognosis in ccRCC patients. Functional studies showed that ACE overexpression suppressed ccRCC cell line OS-RC-2 and A498 growth, metastasis, and glycolysis activities, while its knockdown had the opposite effect. Mechanistically, ACE inhibited ccRCC progression and epithelial-mesenchymal transition (EMT) by disrupting the AKT-FOXO1 signaling pathway. Furthermore, we provide evidence that ACE could enhance everolimus (approved agent for ccRCC) antitumor effect and ACE expression is transcriptionally regulated by ZBTB26. Conclusion Our findings investigated the roles and mechanisms of ACE in ccRCC. ACE inhibits the growth and metastasis of ccRCC cells in vitro and in vivo by promoting FOXO1 expression, which is the downstream target of PI3K-AKT pathway. Thus, this research suggests that ACE may be a promising target for new therapeutic strategy in ccRCC.
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Affiliation(s)
- Lei Yin
- Department of Urology, Shidong Hospital, Yangpu District, Shidong Hospital Affiliated to University of Shanghai for Science and Technology, Shanghai, 200438, People’s Republic of China
- Department of Urology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, People’s Republic of China
- Department of Urology, Shanghai Ninth People’s Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 201999, People’s Republic of China
| | - Lixin Mao
- Department of Urology, The Affiliated Changzhou Second People’s Hospital of Nanjing Medical University, Changzhou, 213000, People’s Republic of China
| | - Rui Yin
- Center for Reproductive Medicine, Shandong Provincial Hospital Affiliated to Shandong University, Jinan, 250012, People’s Republic of China
| | - Chengxun Lv
- Department of Urology, Shidong Hospital, Yangpu District, Shidong Hospital Affiliated to University of Shanghai for Science and Technology, Shanghai, 200438, People’s Republic of China
| | - Xiaokai Shi
- Department of Urology, The Affiliated Changzhou Second People’s Hospital of Nanjing Medical University, Changzhou, 213000, People’s Republic of China
| | - Chuang Yue
- Department of Urology, The Affiliated Changzhou Second People’s Hospital of Nanjing Medical University, Changzhou, 213000, People’s Republic of China
| | - Yin Chen
- Department of Urology, The Affiliated Changzhou Second People’s Hospital of Nanjing Medical University, Changzhou, 213000, People’s Republic of China
| | - Chao Lu
- Department of Urology, The Affiliated Changzhou Second People’s Hospital of Nanjing Medical University, Changzhou, 213000, People’s Republic of China
| | - Zonglin Wu
- Department of Urology, Shidong Hospital, Yangpu District, Shidong Hospital Affiliated to University of Shanghai for Science and Technology, Shanghai, 200438, People’s Republic of China
| | - Kai Xu
- Department of Urology, The Affiliated Changzhou Second People’s Hospital of Nanjing Medical University, Changzhou, 213000, People’s Republic of China
| | - Wei Cao
- Department of Urology, The Affiliated Changzhou Second People’s Hospital of Nanjing Medical University, Changzhou, 213000, People’s Republic of China
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Pan L, Huang H, Zhang P, Li H, Lu L, Wei M, Zheng P, Wang Q, Guo J, Qin Y. Immunofluorescence-Verified Sphingolipid Signatures Indicate Improved Prognosis in Liver Cancer Patients. J Cancer 2024; 15:6239-6255. [PMID: 39513103 PMCID: PMC11540515 DOI: 10.7150/jca.101330] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2024] [Accepted: 09/28/2024] [Indexed: 11/15/2024] Open
Abstract
Background: Hepatocellular carcinoma (HCC) is a highly heterogeneous malignancy, with its pathogenesis involving a complex interplay of molecular mechanisms, including cell cycle dysregulation, evasion of apoptosis, enhanced angiogenesis, and aberrant immune responses. Precision medicine approaches that target specific molecular subtypes through multi-omics integration hold promise for improving patient survival. Among the various molecular players, sphingolipids have emerged as pivotal regulators of tumor growth and apoptosis, positioning them as key targets in the search for novel anticancer therapies. Methods: To identify critical genes involved in sphingolipid metabolism (SM), we employed the AUCell algorithm and correlation analysis in conjunction with scRNA-seq data. A robust prognostic risk model was developed using Cox proportional hazards and Lasso regression, and its predictive performance was validated using an independent cohort from the International Cancer Genome Consortium (ICGC). The model's evaluation also incorporated analyses of the tumor microenvironment (TME), immunotherapy responses, mutational landscape, and pathway enrichment across different risk strata. Finally, we conducted multiplex immunofluorescence assays to investigate the functional role of ZC3HAV1 in HCC. Results: Our analysis yielded a 9-gene signature risk model with strong prognostic capabilities, effectively stratifying HCC patients into high- and low-risk groups, with significant differences in survival outcomes. Notably, the model revealed distinct variations in the immune microenvironment and responsiveness to immunotherapy between the risk groups. Further experimental validation identified ZC3HAV1 as a key gene, with multiplex immunofluorescence suggesting its involvement in promoting malignant progression in HCC through modulation of the epithelial-mesenchymal transition (EMT). Conclusion: This sphingolipid metabolism-based prognostic model is not only predictive of survival in HCC but also indicative of immunotherapy efficacy in certain patient subsets. Our findings underscore the crucial role of sphingolipid metabolism in shaping the immune microenvironment, offering new avenues for targeted therapeutic interventions.
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Affiliation(s)
- Lujuan Pan
- Department of Gastroenterology, Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, Guangxi, China
- Guangxi Clinical Medical Research Center for Hepatobiliary Diseases, Guangxi, China
| | - Huijuan Huang
- Department of General Surgery, Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, Guangxi, China
| | - Pengpeng Zhang
- Department of Lung Cancer Surgery, Tianjin Medical University Cancer Institute and Hospital, Tianjin, 300060, China
| | - Hua Li
- Department of General Surgery, Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, Guangxi, China
| | - Libai Lu
- Guangxi Clinical Medical Research Center for Hepatobiliary Diseases, Guangxi, China
- Department of General Surgery, Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, Guangxi, China
| | - Mingwei Wei
- Department of General Surgery, Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, Guangxi, China
| | - Pin Zheng
- Department of Gastroenterology, Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, Guangxi, China
| | - Qi Wang
- Department of Gastroenterology, Affiliated Hospital of Jiangsu University, Jiangsu University, Zhenjiang, China
| | - Junyu Guo
- Department of General Surgery, Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, Guangxi, China
| | - Yueqiu Qin
- Department of Gastroenterology, Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, Guangxi, China
- Guangxi Clinical Medical Research Center for Hepatobiliary Diseases, Guangxi, China
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Xu H, Zhang Y, Xie Z, Xie XF, Qiao WL, Wang M, Zhao BB, Hua T. Investigating PPT2's role in ovarian cancer prognosis and immunotherapy outcomes. J Ovarian Res 2024; 17:198. [PMID: 39394143 PMCID: PMC11468411 DOI: 10.1186/s13048-024-01527-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2024] [Accepted: 10/01/2024] [Indexed: 10/13/2024] Open
Abstract
Ovarian cancer (OC) remains the primary cause of mortality among gynecological malignancies, and the identification of reliable molecular biomarkers to prognosticate OC outcomes is yet to be achieved. The gene palmitoyl protein thioesterase 2 (PPT2), which has been sparsely studied in OC, was closely associated with metabolism. This study aimed to determine the association between PPT2 expression, prognosis, immune infiltration, and potential molecular mechanisms in OC. We obtained the RNA-seq and clinical data from The Cancer Genome Atlas (TCGA), The Genotype-Tissue Expression (GTEx) and Gene Expression Omnibus (GEO) databases, then Kaplan-Meier analysis, univariate Cox regression, multivariate Cox regression, nomogram, and calibration were conducted to assess and verify the role of PPT2. Gene set enrichment analysis (GSEA) was used to figure out the closely correlated pathways with PPT2. Overexpression experiment was performed to explore the function of PPT2. Our findings showed that PPT2 mRNA expression was apparent down-regulation in OC tissue compared to normal ovarian tissues in TCGA, GTEx datasets, and GEO datasets. This differential expression was also confirmed in our in-house datasets at both the mRNA and protein levels. Decreased PPT2 expression correlated with lower survival rates in TCGA, several GEO datasets, and our in-house datasets. Multivariate analysis revealed that PPT2 was an independent factor in predicting better outcomes for OC patients in TCGA and GEO. A negative correlation was revealed between immune infiltration and PPT2 expression through Single-sample GSEA (ssGSEA). Additionally, PPT2 was negatively correlated with an up-regulated immune score, stromal score, and estimate score, suggesting that patients with low PPT2 expression might benefit more from immunotherapy. Numerous chemical agents showed lower IC50 in patients with high PPT2 expression. In single-cell RNA sequencing (scRNA-seq) analysis of several OC datasets, we found PPT2 was mainly expressed in endothelial cells. Furthermore, we found that PPT2 inhibited OC cell proliferation in vitro. Our results demonstrated that PPT2 was considered a favorable prognostic biomarker for OC and may be vital in predicting response to immunotherapy and chemotherapy. Further research was needed to fully understand the relationship between PPT2 and immunotherapy efficacy in OC patients.
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Affiliation(s)
- Hui Xu
- Department of Gynecology, Affiliated Xingtai People Hospital of Hebei Medical University, 16 Hongxing Road, Xingtai, Hebei, 054001, China
| | - Yan Zhang
- Department of Gynecology, Affiliated Xingtai People Hospital of Hebei Medical University, 16 Hongxing Road, Xingtai, Hebei, 054001, China
| | - Zhen Xie
- Department of Gynecology, Affiliated Xingtai People Hospital of Hebei Medical University, 16 Hongxing Road, Xingtai, Hebei, 054001, China
| | - Xiao-Feng Xie
- Department of Gynecology, Affiliated Xingtai People Hospital of Hebei Medical University, 16 Hongxing Road, Xingtai, Hebei, 054001, China
| | - Wen-Lan Qiao
- Department of Gynecology, Affiliated Xingtai People Hospital of Hebei Medical University, 16 Hongxing Road, Xingtai, Hebei, 054001, China
| | - Miao Wang
- Department of Gynecology, Affiliated Xingtai People Hospital of Hebei Medical University, 16 Hongxing Road, Xingtai, Hebei, 054001, China
| | - Bei-Bei Zhao
- Department of Gynecology, Affiliated Xingtai People Hospital of Hebei Medical University, 16 Hongxing Road, Xingtai, Hebei, 054001, China
| | - Tian Hua
- Department of Gynecology, Affiliated Xingtai People Hospital of Hebei Medical University, 16 Hongxing Road, Xingtai, Hebei, 054001, China.
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Shapaer T, Chen Y, Pan Y, Wu Z, Tang T, Zhao Z, Zeng X. Elevated BEAN1 expression correlates with poor prognosis, immune evasion, and chemotherapy resistance in rectal adenocarcinoma. Discov Oncol 2024; 15:446. [PMID: 39276259 PMCID: PMC11401830 DOI: 10.1007/s12672-024-01321-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/24/2024] [Accepted: 09/06/2024] [Indexed: 09/16/2024] Open
Abstract
BACKGROUND The BEAN1 gene, primarily studied in neurodegenerative diseases, has been scarcely studied in the context of cancers. Our research examines BEAN1 expression specifically in rectal adenocarcinoma (READ) and its association with prognosis, immune evasion, and chemotherapy resistance. METHODS Data from TCGA and GEO were analyzed to assess BEAN1 levels across various cancer types, with particular emphasis on READ. Functional enrichment, immune infiltration, and treatment response analyses were conducted, followed by validation using patient tissue samples. RESULTS READ tissues exhibited a marked increase in BEAN1 expression compared to normal tissues. Elevated BEAN1 levels were associated with reduced overall survival and increased immune suppression, characterized by elevated M2 macrophage infiltration and reduced CD8+ T cell presence. BEAN1 expression was also linked to higher immune checkpoint genes expression and resistance to immune checkpoint inhibitors and 5-fluorouracil. CONCLUSION This research offers initial evidence that BEAN1 is linked to unfavorable prognosis, immune escape, and resistance to chemotherapy in READ. BEAN1 appears to be a promising new biomarker and potential therapeutic target, warranting further investigation into its potential clinical applications in improving treatment outcomes for READ patients.
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Affiliation(s)
- Tiannake Shapaer
- Department of Gastrointestinal Surgery, The Affiliated Cancer Hospital of Xinjiang Medical University, Urumqi, 830011, Xinjiang Uygur Autonomous Region, China
| | - Yi Chen
- Department of Breast and Thyroid Surgery, The Affiliated Cancer Hospital of Xinjiang Medical University, Urumqi, 830011, Xinjiang Uygur Autonomous Region, China
| | - Yipeng Pan
- Department of Gastroenterology, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, 310020, Zhejiang, China
| | - Zhimin Wu
- Department of Otorhinolaryngology Head and Neck Surgery, Affiliated Hospital of Guizhou Medical University, Guiyang, 550003, Guizhou, China
| | - Tuoxian Tang
- Department of Biology, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Zeliang Zhao
- Department of Gastrointestinal Surgery, The Affiliated Cancer Hospital of Xinjiang Medical University, Urumqi, 830011, Xinjiang Uygur Autonomous Region, China
| | - Xiangyue Zeng
- Department of Gastrointestinal Surgery, The Affiliated Cancer Hospital of Xinjiang Medical University, Urumqi, 830011, Xinjiang Uygur Autonomous Region, China.
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Zhang Y, Feng B, Liang Y, Tang Q, Zhang S, Zhang Z, Xu L, Yin J. Prognostic significance of LRPPRC and its association with immune infiltration in liver hepatocellular carcinoma. AMERICAN JOURNAL OF CLINICAL AND EXPERIMENTAL IMMUNOLOGY 2024; 13:105-116. [PMID: 39022790 PMCID: PMC11249856 DOI: 10.62347/xtlj1335] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/20/2024] [Accepted: 06/06/2024] [Indexed: 07/20/2024]
Abstract
BACKGROUND Leucine rich pentatricopeptide repeat containing (LRPPRC) protein is a multifunctional protein involved in cell cycle progression and tumor development. However, its prognostic significance and association with immune infiltration in Liver hepatocellular carcinoma (LIHC) remain unclear. METHODS We utilized transcriptomic and clinical data from The Cancer Genome Atlas (TCGA) and Genotype Tissue Expression (GTEx) databases of LIHC patients to investigate the potential pro-cancer role of LRPPRC, including differential expression of LRPPRC in LIHC, prognostic value, clinicopathological features, immune cell infiltration relevance and function enrichment analysis. RESULTS Our findings suggest that LRPPRC is upregulated in LIHC and exhibits correlations with survival, clinical stage, and tumor grade in LIHC patients. Additionally, immune infiltration analysis revealed significant negative correlations between LRPPRC expression and multiple tumor-infiltrating immune cells, including CTLs, DCs, pDCs, B cells, Th17 cells, neutrophils, T cells, Mast cells, Th1 cells, Tregs, and NK cells, whereas a significant positive correlation was observed with infiltration of Th2 cells, T helper cells and Tcms. Furthermore, functional enrichment analysis indicated that LRPPRC may be involved in G2m checkpoint, mitotic spindle, E2f targets, Wnt Beta catenin signaling, spermatogenesis and other processes.
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Affiliation(s)
- Yanqiu Zhang
- Center for Clinical Laboratory, The First Affiliated Hospital of Soochow UniversitySuzhou, Jiangsu, The People’s Republic of China
- Institute of Clinical Pharmacology, Anhui Medical University, Key Laboratory of Anti-inflammatory and Immune Medicine, Ministry of Education, Anhui Collaborative Innovation Center of Anti-inflammatory and Immune MedicineHefei, Anhui, The People’s Republic of China
| | - Bin Feng
- Center for Clinical Laboratory, The First Affiliated Hospital of Soochow UniversitySuzhou, Jiangsu, The People’s Republic of China
| | - Yuting Liang
- Center for Clinical Laboratory, The First Affiliated Hospital of Soochow UniversitySuzhou, Jiangsu, The People’s Republic of China
| | - Qingqin Tang
- Center for Clinical Laboratory, The First Affiliated Hospital of Soochow UniversitySuzhou, Jiangsu, The People’s Republic of China
| | - Sheng Zhang
- Center for Clinical Laboratory, The First Affiliated Hospital of Soochow UniversitySuzhou, Jiangsu, The People’s Republic of China
| | - Zheng Zhang
- Center for Clinical Laboratory, The First Affiliated Hospital of Soochow UniversitySuzhou, Jiangsu, The People’s Republic of China
| | - Li Xu
- Department of Pharmacy, The First Affiliated Hospital of Soochow UniversitySuzhou, Jiangsu, The People’s Republic of China
| | - Jingping Yin
- Center for Clinical Laboratory, The First Affiliated Hospital of Soochow UniversitySuzhou, Jiangsu, The People’s Republic of China
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Xing K, Li H, Wang X, Sun Y, Zhang J. A Full-Length Transcriptome and Analysis of the NHL-1 Gene Family in Neocaridina denticulata sinensis. BIOLOGY 2024; 13:366. [PMID: 38927246 PMCID: PMC11200715 DOI: 10.3390/biology13060366] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/16/2024] [Revised: 05/18/2024] [Accepted: 05/21/2024] [Indexed: 06/28/2024]
Abstract
Neocaridina denticulata sinensis has emerged as a promising model organism for basic studies in Decapod. However, the current transcriptome information on this species is based on next-generation sequencing technologies, which are limited by a short read length. Therefore, the present study aimed to generate a full-length transcriptome assembly of N. denticulata sinensis utilizing the PacBio Sequel Ⅱ platform. The resulting transcriptome assembly comprised 5831 transcripts with an N50 value of 3697 bp. Remarkably, 90.5% of these transcripts represented novel isoforms of known genes. The transcripts were further searched against the NR, SwissProt, KEGG, KOG, GO, NT, and Pfam databases. A total of 24.8% of the transcripts can be annotated across all seven databases. Additionally, 1236 alternative splicing events, 344 transcription factors, and 124 long non-coding RNAs (LncRNAs) were predicted. Based on the alternative splicing annotation results, a RING finger protein NHL-1 gene from N. denticulata sinensis (NdNHL-1) was identified. There are 15 transcripts in NdNHL-1. The longest transcript is 4995 bp in length and encodes a putative protein of 1665 amino acids. A phylogenetic analysis showed its close relationship with NHL-1 from other crustacean species. This report represents the full-length transcriptome of N. denticulata sinensis and will facilitate research on functional genomics and environmental adaptation in this species.
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Affiliation(s)
- Kefan Xing
- School of Life Sciences/Hebei Basic Science Center for Biotic Interaction, Hebei University, Baoding 071002, China; (K.X.); (H.L.); (X.W.)
| | - Huimin Li
- School of Life Sciences/Hebei Basic Science Center for Biotic Interaction, Hebei University, Baoding 071002, China; (K.X.); (H.L.); (X.W.)
| | - Xiongfei Wang
- School of Life Sciences/Hebei Basic Science Center for Biotic Interaction, Hebei University, Baoding 071002, China; (K.X.); (H.L.); (X.W.)
| | - Yuying Sun
- School of Life Sciences/Hebei Basic Science Center for Biotic Interaction, Hebei University, Baoding 071002, China; (K.X.); (H.L.); (X.W.)
- Institute of Life Science and Green Development, Hebei University, Baoding 071002, China
| | - Jiquan Zhang
- School of Life Sciences/Hebei Basic Science Center for Biotic Interaction, Hebei University, Baoding 071002, China; (K.X.); (H.L.); (X.W.)
- Institute of Life Science and Green Development, Hebei University, Baoding 071002, China
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Liu Y, Zhu J, Shen J, Lu Y, Pan K, Tong C, Wang Y. A pan-cancer analysis of the prognostic implication and oncogenic role of tubulin epsilon and delta complex 2 (TEDC2) in human tumors. Front Immunol 2024; 14:1272108. [PMID: 38239349 PMCID: PMC10794491 DOI: 10.3389/fimmu.2023.1272108] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2023] [Accepted: 12/11/2023] [Indexed: 01/22/2024] Open
Abstract
Introduction Tubulin epsilon and delta complex 2 (TEDC2) is widely expressed in various human tissues and primarily governs centriole stability. However, the biological significance of TEDC2 in pan-cancer is unclear. Methods In this study, we employed R software and various online bioinformatics analysis tools to investigate the functional attributes of TEDC2 in human tumours and its potential involvement in immune response. The status of TEDC2 expression was evaluated in samples from the TCGA and GEO datasets, as well as in tumour and corresponding normal samples from the TCGA database. Subsequently, Kaplan-Meier estimates, clinical correlations, and univariate Cox regressions were used to analyze the 33 types of tumors from TCGA and determine the prognostic significance of TEDC2. Moreover, nomogram models were formulated using three distinct tumours, namely kidney renal clear cell carcinoma (KIRC), lung adenocarcinoma (LUAD), and liver hepatocellular carcinoma (LIHC), to evaluate the prognostic significance of TEDC2 in tumours. Furthermore, TEDC2 was investigated for its correlation with the levels of immune cell infiltration, and a functional enrichment analysis was conducted to identify potential signalling pathways involving TEDC2. Results Differential analysis revealed that 16 tumour types expressed TEDC2 to a greater extent than normal tissues. The abnormal expression of TEDC2 can predict survival outcomes in patients with adrenocortical carcinoma (ACC), KIRC, kidney renal papillary cell carcinoma (KIRP), LUAD, LIHC, lower grade glioma (LGG), and thymoma (THYM). Subsequent results indicated that TEDC2 has the ability to influence ECM regulators, cell cycle, and Immune checkpoint-associated signalling pathways, which could potentially lead to a poor prognosis and tumour progression. Discussion TEDC2 has been identified as a potential therapeutic target that could predict the prognosis of multiple tumour types, making it a promising target for reversing tumour development.
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Affiliation(s)
- Yang Liu
- Faculty of Hepato-Pancreato-Biliary Surgery, the First Medical Centre, Chinese PLA General Hospital, Beijing, China
| | - Jie Zhu
- Senior Departments of Urology, the Third Medical Centre, Chinese PLA General Hospital, Beijing, China
| | - Jing Shen
- Department of Endocrinology, the Eighth Medical Center of PLA General Hospital, Beijing, China
| | - Yuting Lu
- Department of Bio-therapeutic, the First Medical Center, Chinese PLA General Hospital, Beijing, China
| | - Ke Pan
- Faculty of Hepato-Pancreato-Biliary Surgery, the First Medical Centre, Chinese PLA General Hospital, Beijing, China
| | - Chuan Tong
- Department of Bio-therapeutic, the First Medical Center, Chinese PLA General Hospital, Beijing, China
| | - Yao Wang
- Department of Bio-therapeutic, the First Medical Center, Chinese PLA General Hospital, Beijing, China
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Liu N, Zhang H, Zhang C, Li Z, Huang L, Sun J, Qi J, Deng X, Huang N, Mu Y, Li Z, Tian H. DHX37 Is a Promising Prognostic Biomarker and a Therapeutic Target for Immunotherapy and Chemotherapy in HCC. Cancers (Basel) 2023; 15:5228. [PMID: 37958405 PMCID: PMC10648173 DOI: 10.3390/cancers15215228] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2023] [Revised: 10/26/2023] [Accepted: 10/26/2023] [Indexed: 11/15/2023] Open
Abstract
DHX37, a member of the DEAD/H-box RNA helicase family, has been implicated in various diseases, including tumors. However, the biological characteristics and prognostic significance of DHX37 in HCC remain unclear. In this study, we use R software 3.6.3 and multiple bioinformatics analysis tools, such as GDSC, HPA, STRING, TISCH, and TIMER2, to analyze the characterization and function of DHX37 in HCC. In addition, Western blot (WB) and immunohistochemistry (IHC) based on clinical samples validated some of the findings. DHX37 was more highly expressed in HCC samples compared to adjacent non-tumor tissues. Higher DHX37 expression is correlated with various clinicopathological characteristics in HCC, including AFP, adjacent hepatic tissue inflammation, histologic grade, T stage, and pathologic stage. Survival analysis revealed that the high DHX37 group had significantly shorter overall survival (OS), progress-free interval (PFI), and disease-specific survival (DSS) compared to the low DHX37 group. By analyzing the correlation between DHX37 and the IC50 of chemotherapeutic drugs, the results showed that DHX37 expression level was negatively correlated with the IC50 of 11 chemotherapeutic drugs. Further analysis indicated that DHX37 and its co-expressed genes may play important roles in activating the cell cycle, DNA repair, chemokine signaling pathways, and regulating the immune response, which leads to a poor prognosis in HCC. High expression of DHX37 is an independent risk factor for poor prognosis in HCC, and DHX37 is expected to be a potential target to inhibit tumor progression. Targeting DHX37 may enhance chemotherapeutic drug sensitivity and immunotherapeutic efficacy in HCC.
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Affiliation(s)
- Nanbin Liu
- National and Local Joint Engineering Research Center of Biodiagnosis and Biotherapy, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an 710004, China; (N.L.); (H.Z.); (C.Z.); (Z.L.); (L.H.); (J.S.); (X.D.); (N.H.); (Y.M.)
- Shaanxi Provincial Clinical Research Center for Hepatic & Splenic Diseases, Xi’an 710004, China;
- Tumor and Immunology Center of Precision Medicine Institute, Xi’an Jiaotong University, Xi’an 710049, China
| | - Hailong Zhang
- National and Local Joint Engineering Research Center of Biodiagnosis and Biotherapy, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an 710004, China; (N.L.); (H.Z.); (C.Z.); (Z.L.); (L.H.); (J.S.); (X.D.); (N.H.); (Y.M.)
- Shaanxi Provincial Clinical Research Center for Hepatic & Splenic Diseases, Xi’an 710004, China;
- Tumor and Immunology Center of Precision Medicine Institute, Xi’an Jiaotong University, Xi’an 710049, China
| | - Chunli Zhang
- National and Local Joint Engineering Research Center of Biodiagnosis and Biotherapy, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an 710004, China; (N.L.); (H.Z.); (C.Z.); (Z.L.); (L.H.); (J.S.); (X.D.); (N.H.); (Y.M.)
- Tumor and Immunology Center of Precision Medicine Institute, Xi’an Jiaotong University, Xi’an 710049, China
| | - Zeyu Li
- National and Local Joint Engineering Research Center of Biodiagnosis and Biotherapy, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an 710004, China; (N.L.); (H.Z.); (C.Z.); (Z.L.); (L.H.); (J.S.); (X.D.); (N.H.); (Y.M.)
- Shaanxi Provincial Clinical Research Center for Hepatic & Splenic Diseases, Xi’an 710004, China;
- Tumor and Immunology Center of Precision Medicine Institute, Xi’an Jiaotong University, Xi’an 710049, China
| | - Limin Huang
- National and Local Joint Engineering Research Center of Biodiagnosis and Biotherapy, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an 710004, China; (N.L.); (H.Z.); (C.Z.); (Z.L.); (L.H.); (J.S.); (X.D.); (N.H.); (Y.M.)
- Tumor and Immunology Center of Precision Medicine Institute, Xi’an Jiaotong University, Xi’an 710049, China
| | - Jin Sun
- National and Local Joint Engineering Research Center of Biodiagnosis and Biotherapy, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an 710004, China; (N.L.); (H.Z.); (C.Z.); (Z.L.); (L.H.); (J.S.); (X.D.); (N.H.); (Y.M.)
- Shaanxi Provincial Clinical Research Center for Hepatic & Splenic Diseases, Xi’an 710004, China;
- Tumor and Immunology Center of Precision Medicine Institute, Xi’an Jiaotong University, Xi’an 710049, China
| | - Junan Qi
- Shaanxi Provincial Clinical Research Center for Hepatic & Splenic Diseases, Xi’an 710004, China;
- The First Ward of Hepatobiliary Pancreatic and Spleen Surgery, Baoji Municipal Central Hospital, Baoji 721008, China
| | - Xi Deng
- National and Local Joint Engineering Research Center of Biodiagnosis and Biotherapy, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an 710004, China; (N.L.); (H.Z.); (C.Z.); (Z.L.); (L.H.); (J.S.); (X.D.); (N.H.); (Y.M.)
- Shaanxi Provincial Clinical Research Center for Hepatic & Splenic Diseases, Xi’an 710004, China;
- Tumor and Immunology Center of Precision Medicine Institute, Xi’an Jiaotong University, Xi’an 710049, China
| | - Na Huang
- National and Local Joint Engineering Research Center of Biodiagnosis and Biotherapy, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an 710004, China; (N.L.); (H.Z.); (C.Z.); (Z.L.); (L.H.); (J.S.); (X.D.); (N.H.); (Y.M.)
- Shaanxi Provincial Clinical Research Center for Hepatic & Splenic Diseases, Xi’an 710004, China;
- Tumor and Immunology Center of Precision Medicine Institute, Xi’an Jiaotong University, Xi’an 710049, China
| | - Yanhua Mu
- National and Local Joint Engineering Research Center of Biodiagnosis and Biotherapy, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an 710004, China; (N.L.); (H.Z.); (C.Z.); (Z.L.); (L.H.); (J.S.); (X.D.); (N.H.); (Y.M.)
- Shaanxi Provincial Clinical Research Center for Hepatic & Splenic Diseases, Xi’an 710004, China;
- Tumor and Immunology Center of Precision Medicine Institute, Xi’an Jiaotong University, Xi’an 710049, China
| | - Zongfang Li
- National and Local Joint Engineering Research Center of Biodiagnosis and Biotherapy, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an 710004, China; (N.L.); (H.Z.); (C.Z.); (Z.L.); (L.H.); (J.S.); (X.D.); (N.H.); (Y.M.)
- Shaanxi Provincial Clinical Research Center for Hepatic & Splenic Diseases, Xi’an 710004, China;
- Tumor and Immunology Center of Precision Medicine Institute, Xi’an Jiaotong University, Xi’an 710049, China
| | - Hongwei Tian
- National and Local Joint Engineering Research Center of Biodiagnosis and Biotherapy, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an 710004, China; (N.L.); (H.Z.); (C.Z.); (Z.L.); (L.H.); (J.S.); (X.D.); (N.H.); (Y.M.)
- Shaanxi Provincial Clinical Research Center for Hepatic & Splenic Diseases, Xi’an 710004, China;
- Tumor and Immunology Center of Precision Medicine Institute, Xi’an Jiaotong University, Xi’an 710049, China
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